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Automation Risk Analysis

Will “Scientist Propagator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Scientist Propagator” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 57% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

42%

“Scientist Propagator” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 42% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Soil and Plant Scientists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct research in breeding, physiology, production, yield, and management of crops and agricultural plants or trees, shrubs, and nursery stock, their growth in soils, and control of pests; or study the chemical, physical, biological, and mineralogical composition of soils as they relate to plant or crop growth. May classify and map soils and investigate effects of alternative practices on soil and crop productivity.

Avg. Annual Salary $83,040
Avg. Hourly Wage $39.92
Available Jobs (US) 16,600
Job Title & Hierarchy Code (SOC) Soil and Plant Scientists #19-1013
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Soil and Plant Scientists”

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Core Skills & Abilities

  • Develop new or improved methods or products for controlling or eliminating weeds, crop diseases, or insect pests.

  • Develop environmentally safe methods or products for controlling or eliminating weeds, crop diseases, or pests.

  • Plan or supervise waste management programs for composting or farming.

  • Plan or supervise land conservation or reclamation programs for industrial development projects.

  • Investigate responses of soils to specific management practices to determine the use capabilities of soils and the effects of alternative practices on soil productivity.

  • Develop improved measurement techniques, soil conservation methods, soil sampling devices, or related technology.

  • Study ways to improve agricultural sustainability, such as the use of new methods of composting.

  • Develop ways of altering soils to suit different types of plants.

  • Perform chemical analyses of the microorganism content of soils to determine microbial reactions or chemical mineralogical relationships to plant growth.

  • Consult with engineers or other technical personnel working on construction projects about the effects of soil problems and possible solutions to these problems.

  • Conduct experiments to investigate the underlying mechanisms of plant growth and response to the environment.

  • Communicate research or project results to other professionals or the public or teach related courses, seminars, or workshops.

  • Provide advice regarding the development of regulatory standards for land reclamation or soil conservation.

  • Conduct experiments regarding causes of bee diseases or factors affecting yields of nectar or pollen.

  • Identify degraded or contaminated soils and develop plans to improve their chemical, biological, or physical characteristics.

  • Conduct research to determine best methods of planting, spraying, cultivating, harvesting, storing, processing, or transporting horticultural products.

  • Study soil characteristics to classify soils on the basis of factors such as geographic location, landscape position, or soil properties.

  • Conduct experiments investigating how soil forms, changes, or interacts with land-based ecosystems or living organisms.

  • Conduct experiments to develop new or improved varieties of field crops, focusing on characteristics such as yield, quality, disease resistance, nutritional value, or adaptation to specific soils or climates.

  • Provide information or recommendations to farmers or other landowners regarding ways in which they can best use land, promote plant growth, or avoid or correct problems such as erosion.

  • Research technical requirements or environmental impacts of urban green spaces, such as green roof installations.

  • Survey undisturbed or disturbed lands for classification, inventory, mapping, environmental impact assessments, environmental protection planning, conservation planning, or reclamation planning.

  • Identify or classify species of insects or allied forms, such as mites or spiders.

  • Develop methods of conserving or managing soil that can be applied by farmers or forestry companies.

  • Study insect distribution or habitat and recommend methods to prevent importation or spread of injurious species.

  • Conduct research into the use of plant species as green fuels or in the production of green fuels.

  • Investigate soil problems or poor water quality to determine sources and effects.

Technologies & Software

  • Perplexity AI
  • SoilVision Systems SVOFFICE
  • Consensus
  • Gemini (Google)
  • Variogram Estimation and Spatial Prediction plus Error Vesper
  • LandSerf
  • PC-Progress HYDRUS
  • IBM SPSS Statistics
  • GSLIB
  • PedonCE
  • Qwen (Alibaba)
  • Grok (xAI)
  • Gstat
  • GAEA Technologies WinSieve
  • Claude (Anthropic)
  • NotebookLM (Google)
  • Mistral (Mistral AI)
  • Geographic information system GIS software
  • Nova (Amazon)
  • European Soil Erosion Model EUROSEM
  • GEOEAS
  • ESRI ArcGIS software
  • National Soil Information System NASIS
  • Word processing software
  • Erosion Productivity Impact Calculator EPIC
  • Microsoft Office software
  • Microsoft Access
  • National Resources Conservation Service NRCS Soils Explorer
  • Autodesk AutoCAD
  • STATISTICA
  • Microsoft Word
  • Soil information databases
  • SPAW
  • DeepSeek
  • Microsoft Active Server Pages ASP
  • Llama (Meta)
  • Elicit
  • Semantic Scholar AI
  • Microsoft PowerPoint
  • SAS
  • UNSATFLOW
  • Leica Geosystems ERDAS IMAGINE
  • ChatGPT (OpenAI)
  • Kimi (Moonshot AI)
  • National Resources Conservation Service NRCS PEDON Description Program PDP
  • SGeMS
  • Geographic information system GIS systems
  • Scite AI
  • Gemini for Workspace
  • R
  • Microsoft Excel
  • Water Erosion Prediction Project WEPP
  • Mistral AI (chat/models)
  • 3dMapper
  • Gel documentation systems
  • Ground penetrating radar GPR
  • Laboratory mixers
  • Global positioning system GPS receivers
  • Laboratory growth chambers
  • Laboratory grinders
  • Digital cameras
  • Soil augers
  • Porometers
  • Laboratory test tubes
  • Refrigerated microfuges
  • Conductivity meters
  • Glass beakers
  • Laminar flow hoods
  • Digital pH meters
  • Gamma ray spectrometers
  • Graduated glass cylinders
  • Cell tissue culture incubators
  • Soil analysis hydrometers
  • Inductively coupled plasma atomic emission spectrometers ICP-AES
  • Personal computers
  • Gel electrophoresis systems
  • Glass flasks
  • Thermocouples
  • Tensiometers
  • Erlenmeyer flasks
  • High speed centrifuges
  • Sample containers
  • Atomic absorption AA spectrometers
  • pH indicators
  • Lysimeters
  • Canopy analyzers
  • Precision balances
  • Fluorimeters
  • Laptop computers
  • X ray fluorescence XRF spectrometers
  • Dataloggers
  • Desktop computers
  • Mass spectrometers
  • Organic carbon analyzers
  • Spectrophotometers
  • Hand augers
  • Laser particle sizers
  • Polymerase chain reaction PCR equipment
  • Soil thermometers
  • Soil moisture neutron probes
  • Calibrated soil scoops
  • Laboratory drying ovens
  • Ion chromatographs
  • Heat flux plates
  • Personal digital assistants PDA
  • Osmometers
  • Electron microscopes
  • Microtiter plate readers
  • Gel dryers
  • Laboratory muffle furnaces
  • Flame photometers
  • Polarizing microscopes
  • Autosamplers
  • Psychrometers
  • Infrared gas analyzers
  • Hot water shaking baths
  • Light detection and ranging LIDAR systems
  • Laboratory sieves
  • Infrared cameras
  • Luminometers
  • Synthetic aperture radar SAR
  • Epifluorescence microscopes
  • Circulating water baths
  • Reciprocating shaker water baths
  • Colorimeters